{
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  {
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"
    }
   },
   "cell_type": "markdown",
   "id": "d5309d53",
   "metadata": {},
   "source": [
    "## Agent\n",
    "\n",
    "回顾\n",
    "\n",
    "上一期视频我们构建了一个路由\n",
    "\n",
    "- 我们的聊天模型将根据用户输入决定是否进行工具调用\n",
    "- 我们使用条件边路由到将调用我们的工具或直接结束的节点\n",
    "\n",
    "## 目标\n",
    "现在，我们可以将其扩展为通Agent架构\n",
    "在Agent路由器中，我们调用模型，如果它选择调用工具，我们会向用户返回一个ToolMassage。\n",
    "但是，如果我们只是将该ToolMassage传回模型会怎么样？\n",
    "我们可以让它（1）调用另一个工具或（2）直接响应。\n",
    "\n",
    "这是通过Agent架构 ReAct的概念。\n",
    " \n",
    " - act 让模型调用特定工具\n",
    " - observe 将工具输出传回模型\n",
    " - reason 让模型推理工具输出以决定下一步做什么（例如，调用另一个工具或直应）\n",
    " \n",
    " ents/) 可应用于多种类型的工具。\n",
    " \n",
    " ![image.png](attachment:image.png)\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7d9a105d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "OPENAI_API_KEY: ········\n",
      "OPENAI_BASE_URL: ········\n"
     ]
    }
   ],
   "source": [
    "import os, getpass\n",
    "\n",
    "def _set_env(var: str):\n",
    "    if not os.environ.get(var):\n",
    "        os.environ[var] = getpass.getpass(f\"{var}: \")\n",
    "\n",
    "_set_env(\"OPENAI_API_KEY\")\n",
    "_set_env(\"OPENAI_BASE_URL\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dbb0290e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LANGCHAIN_API_KEY: ········\n"
     ]
    }
   ],
   "source": [
    "_set_env(\"LANGCHAIN_API_KEY\")\n",
    "os.environ[\"LANGCHAIN_TRACING_V2\"] = \"true\"\n",
    "os.environ[\"LANGCHAIN_PROJECT\"] = \"React-agent-memory\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "80f28e98",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langchain_openai import ChatOpenAI\n",
    "\n",
    "def multiply(a: int, b: int) -> int:\n",
    "    \"\"\"a和b相乘.\n",
    "\n",
    "    Args:\n",
    "        a: first int\n",
    "        b: second int\n",
    "    \"\"\"\n",
    "    return a * b\n",
    "\n",
    "# This will be a tool\n",
    "def add(a: int, b: int) -> int:\n",
    "    \"\"\"a和b相加.\n",
    "\n",
    "    Args:\n",
    "        a: first int\n",
    "        b: second int\n",
    "    \"\"\"\n",
    "    return a + b\n",
    "\n",
    "def divide(a: int, b: int) -> float:\n",
    "    \"\"\"a和b相除.\n",
    "\n",
    "    Args:\n",
    "        a: first int\n",
    "        b: second int\n",
    "    \"\"\"\n",
    "    return a / b\n",
    "\n",
    "tools = [add, multiply, divide]\n",
    "llm = ChatOpenAI(model=\"gpt-4o\")\n",
    "llm_with_tools = llm.bind_tools(tools)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "efc7f528",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langgraph.graph import MessagesState\n",
    "from langchain_core.messages import HumanMessage, SystemMessage\n",
    "\n",
    "# 系统消息\n",
    "sys_msg = SystemMessage(content=\"您是一位乐于助人的助手，负责对一组输入执行算术运算。\")\n",
    "\n",
    "# 节点\n",
    "def assistant(state: MessagesState):\n",
    "   return {\"messages\": [llm_with_tools.invoke([sys_msg] + state[\"messages\"])]}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "62d160d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from langgraph.graph import START, StateGraph\n",
    "from langgraph.prebuilt import tools_condition, ToolNode\n",
    "from IPython.display import Image, display\n",
    "\n",
    "# 建立图\n",
    "builder = StateGraph(MessagesState)\n",
    "\n",
    "# 定义节点：这些节点完成相应的工作\n",
    "builder.add_node(\"assistant\", assistant)\n",
    "builder.add_node(\"tools\", ToolNode(tools))\n",
    "\n",
    "# 定义边：这些决定了节点之间如何链接\n",
    "builder.add_edge(START, \"assistant\")\n",
    "builder.add_conditional_edges(\n",
    "    \"assistant\",\n",
    "    tools_condition,\n",
    ")\n",
    "# 循环工具到LLM的边\n",
    "builder.add_edge(\"tools\", \"assistant\")\n",
    "react_graph = builder.compile()\n",
    "\n",
    "display(Image(react_graph.get_graph(xray=True).draw_mermaid_png()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6334631e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================\u001b[1m Human Message \u001b[0m=================================\n",
      "\n",
      "3加4都等于多少？\n",
      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
      "Tool Calls:\n",
      "  add (call_slawo2QZ4L2UVdGGnxkGqhIy)\n",
      " Call ID: call_slawo2QZ4L2UVdGGnxkGqhIy\n",
      "  Args:\n",
      "    a: 3\n",
      "    b: 4\n",
      "=================================\u001b[1m Tool Message \u001b[0m=================================\n",
      "Name: add\n",
      "\n",
      "7\n",
      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
      "\n",
      "3加4等于7。\n"
     ]
    }
   ],
   "source": [
    "messages = [HumanMessage(content=\"3加4都等于多少？\")]\n",
    "messages = react_graph.invoke({\"messages\": messages})\n",
    "for m in messages['messages']:\n",
    "    m.pretty_print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "88a38378",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================\u001b[1m Human Message \u001b[0m=================================\n",
      "\n",
      "把结果再乘以3\n",
      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
      "\n",
      "请提供要计算的两个输入值，我们可以对它们进行算术运算。\n"
     ]
    }
   ],
   "source": [
    "messages = [HumanMessage(content=\"把结果再乘以3\")]\n",
    "messages = react_graph.invoke({\"messages\": messages})\n",
    "for m in messages['messages']:\n",
    "    m.pretty_print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "53c2ccf2",
   "metadata": {},
   "outputs": [],
   "source": [
    "from langgraph.checkpoint.memory import MemorySaver\n",
    "memory = MemorySaver()\n",
    "react_graph_memory = builder.compile(checkpointer=memory)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "0d6b4054",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================\u001b[1m Human Message \u001b[0m=================================\n",
      "\n",
      "3和4相加等于多少\n",
      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
      "Tool Calls:\n",
      "  add (call_gpDofGJoFu35lNFS20gQgIsL)\n",
      " Call ID: call_gpDofGJoFu35lNFS20gQgIsL\n",
      "  Args:\n",
      "    a: 3\n",
      "    b: 4\n",
      "=================================\u001b[1m Tool Message \u001b[0m=================================\n",
      "Name: add\n",
      "\n",
      "7\n",
      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
      "\n",
      "3和4相加等于7。\n"
     ]
    }
   ],
   "source": [
    "# 定义一个线程\n",
    "config = {\"configurable\": {\"thread_id\": \"1\"}}\n",
    "\n",
    "# 问题输入\n",
    "messages = [HumanMessage(content=\"3和4相加等于多少\")]\n",
    "\n",
    "messages = react_graph_memory.invoke({\"messages\": messages},config)\n",
    "for m in messages['messages']:\n",
    "    m.pretty_print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "b82be251",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "================================\u001b[1m Human Message \u001b[0m=================================\n",
      "\n",
      "3和4相加等于多少\n",
      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
      "Tool Calls:\n",
      "  add (call_gpDofGJoFu35lNFS20gQgIsL)\n",
      " Call ID: call_gpDofGJoFu35lNFS20gQgIsL\n",
      "  Args:\n",
      "    a: 3\n",
      "    b: 4\n",
      "=================================\u001b[1m Tool Message \u001b[0m=================================\n",
      "Name: add\n",
      "\n",
      "7\n",
      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
      "\n",
      "3和4相加等于7。\n",
      "================================\u001b[1m Human Message \u001b[0m=================================\n",
      "\n",
      "把结果再乘以3\n",
      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
      "Tool Calls:\n",
      "  multiply (call_kvuUi3aoM3tX7XlRUzJK36iv)\n",
      " Call ID: call_kvuUi3aoM3tX7XlRUzJK36iv\n",
      "  Args:\n",
      "    a: 7\n",
      "    b: 3\n",
      "=================================\u001b[1m Tool Message \u001b[0m=================================\n",
      "Name: multiply\n",
      "\n",
      "21\n",
      "==================================\u001b[1m Ai Message \u001b[0m==================================\n",
      "\n",
      "结果7再乘以3等于21。\n"
     ]
    }
   ],
   "source": [
    "messages = [HumanMessage(content=\"把结果再乘以3\")]\n",
    "messages = react_graph_memory.invoke({\"messages\": messages}, config)\n",
    "for m in messages['messages']:\n",
    "    m.pretty_print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1dce3da7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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